id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
fcis-30391	Rao, Bo; Feng, Junjie; Huang, Chengxin; Chang, Junming	Design and Optimization of Urban Stray Animal Supervision Model based on YOLOv8 and Flink	2025	4	.pdf	application/pdf	2809	153	49	In the scenario where this model is applied to stray animal detection, the mAP value reaches 0.767, indicating that this model has high accuracy and reliability in stray animal detection tasks. The experimental results show that the mAP value of this model in stray animal detection reaches 0.767, the F1 Score is 0.75, and the inference speed meets the requirements of real-time monitoring.	cache/fcis-30391.pdf	txt/fcis-30391.txt